{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "7e69e132",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']    #正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False \n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19c53283",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "91662add",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_preprocess_data(file_path):\n",
    "    \"\"\"读取CSV数据并进行基础预处理\"\"\"\n",
    "    # 读取数据\n",
    "    df = pd.read_csv(file_path)\n",
    "    return df\n",
    "\n",
    "# 读取数据（路径对应上传的文件位置）\n",
    "df = load_and_preprocess_data('vgsales.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "cab9f4b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16593</th>\n",
       "      <td>16596</td>\n",
       "      <td>Woody Woodpecker in Crazy Castle 5</td>\n",
       "      <td>GBA</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Kemco</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16594</th>\n",
       "      <td>16597</td>\n",
       "      <td>Men in Black II: Alien Escape</td>\n",
       "      <td>GC</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Infogrames</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16595</th>\n",
       "      <td>16598</td>\n",
       "      <td>SCORE International Baja 1000: The Official Game</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Activision</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16596</th>\n",
       "      <td>16599</td>\n",
       "      <td>Know How 2</td>\n",
       "      <td>DS</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Puzzle</td>\n",
       "      <td>7G//AMES</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16597</th>\n",
       "      <td>16600</td>\n",
       "      <td>Spirits &amp; Spells</td>\n",
       "      <td>GBA</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Wanadoo</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16598 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Rank                                              Name Platform  \\\n",
       "0          1                                        Wii Sports      Wii   \n",
       "1          2                                 Super Mario Bros.      NES   \n",
       "2          3                                    Mario Kart Wii      Wii   \n",
       "3          4                                 Wii Sports Resort      Wii   \n",
       "4          5                          Pokemon Red/Pokemon Blue       GB   \n",
       "...      ...                                               ...      ...   \n",
       "16593  16596                Woody Woodpecker in Crazy Castle 5      GBA   \n",
       "16594  16597                     Men in Black II: Alien Escape       GC   \n",
       "16595  16598  SCORE International Baja 1000: The Official Game      PS2   \n",
       "16596  16599                                        Know How 2       DS   \n",
       "16597  16600                                  Spirits & Spells      GBA   \n",
       "\n",
       "         Year         Genre   Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
       "0      2006.0        Sports    Nintendo     41.49     29.02      3.77   \n",
       "1      1985.0      Platform    Nintendo     29.08      3.58      6.81   \n",
       "2      2008.0        Racing    Nintendo     15.85     12.88      3.79   \n",
       "3      2009.0        Sports    Nintendo     15.75     11.01      3.28   \n",
       "4      1996.0  Role-Playing    Nintendo     11.27      8.89     10.22   \n",
       "...       ...           ...         ...       ...       ...       ...   \n",
       "16593  2002.0      Platform       Kemco      0.01      0.00      0.00   \n",
       "16594  2003.0       Shooter  Infogrames      0.01      0.00      0.00   \n",
       "16595  2008.0        Racing  Activision      0.00      0.00      0.00   \n",
       "16596  2010.0        Puzzle    7G//AMES      0.00      0.01      0.00   \n",
       "16597  2003.0      Platform     Wanadoo      0.01      0.00      0.00   \n",
       "\n",
       "       Other_Sales  Global_Sales  \n",
       "0             8.46         82.74  \n",
       "1             0.77         40.24  \n",
       "2             3.31         35.82  \n",
       "3             2.96         33.00  \n",
       "4             1.00         31.37  \n",
       "...            ...           ...  \n",
       "16593         0.00          0.01  \n",
       "16594         0.00          0.01  \n",
       "16595         0.00          0.01  \n",
       "16596         0.00          0.01  \n",
       "16597         0.00          0.01  \n",
       "\n",
       "[16598 rows x 11 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ccd8218",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "缺失值统计：\n",
      "           缺失值数量  缺失率(%)\n",
      "Year         271    1.63\n",
      "Publisher     58    0.35\n",
      "\n",
      "清洗后数据形状：(16598, 11)\n",
      "时间跨度：1980 - 2020\n",
      "总游戏数量：16598\n",
      "总发行商数量：578\n",
      "总平台数量：31\n",
      "总游戏类型数量：12\n"
     ]
    }
   ],
   "source": [
    "# 缺失值统计\n",
    "missing_data = pd.DataFrame({\n",
    "    '缺失值数量': df.isnull().sum(),\n",
    "    '缺失率(%)': (df.isnull().sum() / len(df) * 100).round(2)\n",
    "})\n",
    "print(\"\\n缺失值统计：\")\n",
    "print(missing_data[missing_data['缺失值数量'] > 0])\n",
    "\n",
    "# 处理缺失值\n",
    "df['Year'] = df['Year'].fillna(df['Year'].median())  # 年份用中位数填充\n",
    "df['Publisher'] = df['Publisher'].fillna('Unknown')  # 发行商用Unknown填充\n",
    "\n",
    "# 异常值处理（过滤销量为0的记录）\n",
    "df = df[df['Global_Sales'] > 0]\n",
    "\n",
    "print(f\"\\n清洗后数据形状：{df.shape}\")\n",
    "print(f\"时间跨度：{int(df['Year'].min())} - {int(df['Year'].max())}\")\n",
    "print(f\"总游戏数量：{len(df)}\")\n",
    "print(f\"总发行商数量：{df['Publisher'].nunique()}\")\n",
    "print(f\"总平台数量：{df['Platform'].nunique()}\")\n",
    "print(f\"总游戏类型数量：{df['Genre'].nunique()}\")\n",
    "print(f\"总游戏类型数量：{df['Genre'].nunique()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "48c7acaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "年度全球销量TOP5：\n",
      "    Year  Global_Sales\n",
      "27  2007        711.21\n",
      "28  2008        678.90\n",
      "29  2009        667.30\n",
      "30  2010        600.45\n",
      "26  2006        521.04\n",
      "\n",
      "销量峰值年份：2007年\n",
      "峰值销量：711.21百万\n",
      "平均年销量：258.16百万\n"
     ]
    }
   ],
   "source": [
    "# 按年份统计全球销量\n",
    "yearly_sales = df.groupby('Year')['Global_Sales'].sum().reset_index()\n",
    "yearly_sales['Year'] = yearly_sales['Year'].astype(int)\n",
    "\n",
    "# 筛选有足够数据的年份（1985年后数据更完整）\n",
    "yearly_sales = yearly_sales[yearly_sales['Year'] >= 1985]\n",
    "\n",
    "print(\"年度全球销量TOP5：\")\n",
    "print(yearly_sales.nlargest(5, 'Global_Sales'))\n",
    "\n",
    "print(f\"\\n销量峰值年份：{yearly_sales.loc[yearly_sales['Global_Sales'].idxmax(), 'Year']}年\")\n",
    "print(f\"峰值销量：{yearly_sales['Global_Sales'].max():.2f}百万\")\n",
    "print(f\"平均年销量：{yearly_sales['Global_Sales'].mean():.2f}百万\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6ad77ca1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "全球最受欢迎游戏类型TOP5：\n",
      "           Genre  Global_Sales\n",
      "0         Action       1751.18\n",
      "10        Sports       1330.93\n",
      "8        Shooter       1037.37\n",
      "7   Role-Playing        927.37\n",
      "4       Platform        831.37\n",
      "\n",
      "日本市场最受欢迎类型TOP3：\n",
      "           Genre  JP_Sales\n",
      "7   Role-Playing    352.31\n",
      "0         Action    159.95\n",
      "10        Sports    135.37\n",
      "\n",
      "北美市场最受欢迎类型TOP3：\n",
      "      Genre  NA_Sales\n",
      "0    Action    877.83\n",
      "10   Sports    683.35\n",
      "8   Shooter    582.60\n"
     ]
    }
   ],
   "source": [
    "# 按类型统计销量\n",
    "genre_sales = df.groupby('Genre').agg({\n",
    "    'Global_Sales': 'sum',\n",
    "    'NA_Sales': 'sum',\n",
    "    'EU_Sales': 'sum',\n",
    "    'JP_Sales': 'sum'\n",
    "}).reset_index()\n",
    "\n",
    "# 按全球销量排序\n",
    "genre_sales = genre_sales.sort_values('Global_Sales', ascending=False)\n",
    "\n",
    "print(\"\\n全球最受欢迎游戏类型TOP5：\")\n",
    "print(genre_sales[['Genre', 'Global_Sales']].head())\n",
    "\n",
    "# 计算各地区类型偏好\n",
    "print(\"\\n日本市场最受欢迎类型TOP3：\")\n",
    "print(genre_sales.nlargest(3, 'JP_Sales')[['Genre', 'JP_Sales']])\n",
    "\n",
    "print(\"\\n北美市场最受欢迎类型TOP3：\")\n",
    "print(genre_sales.nlargest(3, 'NA_Sales')[['Genre', 'NA_Sales']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b292f4a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "全球销量最高的游戏平台TOP5：\n",
      "   Platform  Global_Sales\n",
      "16      PS2       1255.64\n",
      "28     X360        979.96\n",
      "17      PS3        957.84\n",
      "26      Wii        926.71\n",
      "4        DS        822.49\n",
      "\n",
      "TOP5平台总销量占比：55.41%\n"
     ]
    }
   ],
   "source": [
    "# 按平台统计销量（只保留销量前15的平台）\n",
    "platform_sales = df.groupby('Platform')['Global_Sales'].sum().reset_index()\n",
    "platform_sales = platform_sales.sort_values('Global_Sales', ascending=False).head(15)\n",
    "\n",
    "print(\"\\n全球销量最高的游戏平台TOP5：\")\n",
    "print(platform_sales.head())\n",
    "\n",
    "# 平台生命周期分析（以TOP5平台为例）\n",
    "top_platforms = platform_sales.head(5)['Platform'].tolist()\n",
    "platform_yearly = df[df['Platform'].isin(top_platforms)].groupby(['Platform', 'Year'])['Global_Sales'].sum().reset_index()\n",
    "\n",
    "print(f\"\\nTOP5平台总销量占比：{platform_sales.head(5)['Global_Sales'].sum() / df['Global_Sales'].sum() * 100:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1acd2ea8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "全球销量最高的游戏发行商TOP5：\n",
      "                       Publisher  Global_Sales\n",
      "359                     Nintendo       1786.56\n",
      "138              Electronic Arts       1110.32\n",
      "21                    Activision        727.46\n",
      "456  Sony Computer Entertainment        607.50\n",
      "525                      Ubisoft        474.72\n",
      "\n",
      "TOP5发行商总销量占比：52.76%\n"
     ]
    }
   ],
   "source": [
    "# 按发行商统计销量（只保留销量前15的发行商）\n",
    "publisher_sales = df.groupby('Publisher')['Global_Sales'].sum().reset_index()\n",
    "publisher_sales = publisher_sales.sort_values('Global_Sales', ascending=False).head(15)\n",
    "\n",
    "print(\"\\n全球销量最高的游戏发行商TOP5：\")\n",
    "print(publisher_sales.head())\n",
    "\n",
    "# 顶级发行商的类型分布\n",
    "top_publishers = publisher_sales.head(5)['Publisher'].tolist()\n",
    "publisher_genre = df[df['Publisher'].isin(top_publishers)].groupby(['Publisher', 'Genre'])['Global_Sales'].sum().reset_index()\n",
    "\n",
    "print(f\"\\nTOP5发行商总销量占比：{publisher_sales.head(5)['Global_Sales'].sum() / df['Global_Sales'].sum() * 100:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4c944ddb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region_sales = {\n",
    "    '北美': df['NA_Sales'].sum().round(2),\n",
    "    '欧洲': df['EU_Sales'].sum().round(2),\n",
    "    '日本': df['JP_Sales'].sum().round(2),\n",
    "    '其他地区': df['Other_Sales'].sum().round(2),\n",
    "    '全球': df['Global_Sales'].sum().round(2)\n",
    "}\n",
    "\n",
    "# 2. 设置图表大小和颜色\n",
    "plt.figure(figsize=(10, 6))\n",
    "colors = ['#FF6B6B', '#4ECDC4', '#45B7D1', '#96CEB4', '#FFEAA7']\n",
    "\n",
    "# 3. 画柱状图\n",
    "bars = plt.bar(region_sales.keys(), region_sales.values(), color=colors, edgecolor='white', linewidth=1.5)\n",
    "\n",
    "# 4. 在柱子顶部添加销售额标签\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width()/2., height + 50,\n",
    "             f'{height}亿美元', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "# 5. 设置标题和坐标轴标签\n",
    "plt.title('不同地区游戏销售额对比', fontsize=14, fontweight='bold', pad=20)\n",
    "plt.ylabel('销售额（亿美元）', fontsize=12)\n",
    "plt.xlabel('地区', fontsize=12)\n",
    "plt.grid(axis='y', alpha=0.3, linestyle='--')  # 只显示水平网格线\n",
    "\n",
    "# 6. 保存图表（高清300dpi，避免标签被截断）\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "dd9b11b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '各游戏类型全球销售额分布（前10类型）')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genre_sales = df.groupby('Genre')['Global_Sales'].sum().sort_values(ascending=False).head(10)\n",
    "\n",
    "# 2. 设置图表大小和颜色\n",
    "plt.figure(figsize=(12, 8))\n",
    "colors = plt.cm.Set3(np.linspace(0, 1, len(genre_sales)))  # 自动生成均匀颜色\n",
    "\n",
    "# 3. 画饼图（显示百分比，保留1位小数）\n",
    "wedges, texts, autotexts = plt.pie(\n",
    "    genre_sales.values,\n",
    "    labels=genre_sales.index,\n",
    "    autopct='%1.1f%%',  # 百分比格式\n",
    "    colors=colors,\n",
    "    startangle=90,  # 从90度位置开始画（顶部开始）\n",
    "    textprops={'fontsize': 10}\n",
    ")\n",
    "\n",
    "# 4. 美化百分比文字（白色加粗，更醒目）\n",
    "for autotext in autotexts:\n",
    "    autotext.set_color('white')\n",
    "    autotext.set_fontweight('bold')\n",
    "\n",
    "# 5. 设置标题\n",
    "plt.title('各游戏类型全球销售额分布（前10类型）', fontsize=14, fontweight='bold', pad=20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "4ad5db4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "publisher_sales = df.groupby('Publisher')['Global_Sales'].sum().sort_values(ascending=True).tail(10)\n",
    "\n",
    "# 2. 设置图表大小和颜色\n",
    "plt.figure(figsize=(12, 8))\n",
    "colors = plt.cm.viridis(np.linspace(0, 1, len(publisher_sales)))  # 渐变色\n",
    "\n",
    "# 3. 画水平柱状图\n",
    "bars = plt.barh(\n",
    "    publisher_sales.index,  # y轴为发行商名称\n",
    "    publisher_sales.values, # x轴为销售额\n",
    "    color=colors,\n",
    "    edgecolor='white',\n",
    "    linewidth=1.5\n",
    ")\n",
    "\n",
    "# 4. 在柱子右侧添加销售额标签\n",
    "for bar in bars:\n",
    "    width = bar.get_width()\n",
    "    plt.text(width + 20, bar.get_y() + bar.get_height()/2.,\n",
    "             f'{width:.2f}亿美元', ha='left', va='center', fontsize=10)\n",
    "\n",
    "# 5. 设置标题和坐标轴标签\n",
    "plt.title('全球前10大游戏发行商销售额对比', fontsize=14, fontweight='bold', pad=20)\n",
    "plt.xlabel('销售额（亿美元）', fontsize=12)\n",
    "plt.ylabel('发行商', fontsize=12)\n",
    "plt.grid(axis='x', alpha=0.3, linestyle='--')  # 只显示垂直网格线\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "a680cd50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_sales = df.groupby('Year')['Global_Sales'].sum().sort_index()\n",
    "\n",
    "# 2. 设置图表大小\n",
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "# 3. 画折线图（带标记点，突出趋势）\n",
    "plt.plot(\n",
    "    yearly_sales.index,\n",
    "    yearly_sales.values,\n",
    "    color=\"#66CCFF\",  \n",
    "    linewidth=3,\n",
    "    marker='o',  # 圆点标记\n",
    "    markersize=6,\n",
    "    alpha=0.8  # 轻微透明，避免过于刺眼\n",
    ")\n",
    "\n",
    "# 4. 标记销售峰值（2008年）\n",
    "peak_year = yearly_sales.idxmax()  # 峰值年份\n",
    "peak_value = yearly_sales.max()    # 峰值销售额\n",
    "# 画突出的红点标记峰值\n",
    "plt.scatter(peak_year, peak_value, color=\"#2BB6C0\", s=100, zorder=5)\n",
    "# 添加峰值注释（带箭头）\n",
    "plt.annotate(\n",
    "    f'峰值：{peak_year}年\\n{peak_value:.2f}亿美元',\n",
    "    xy=(peak_year, peak_value),\n",
    "    xytext=(peak_year+2, peak_value+50),  # 注释文字位置\n",
    "    arrowprops=dict(arrowstyle='->', color='#C0392B', lw=2),  # 箭头样式\n",
    "    fontsize=10, fontweight='bold'\n",
    ")\n",
    "\n",
    "# 5. 设置标题和坐标轴标签\n",
    "plt.title('1980-2020年游戏全球销售趋势', fontsize=14, fontweight='bold', pad=20)\n",
    "plt.ylabel('销售额（亿美元）', fontsize=12)\n",
    "plt.xlabel('年份', fontsize=12)\n",
    "plt.grid(True, alpha=0.3, linestyle='--')  # 显示网格线\n",
    "plt.xlim(1980, 2020)  # 固定x轴范围为1980-2020\n",
    "\n",
    "# 6. 保存图表\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee97dd96",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DL环境",
   "language": "python",
   "name": "dl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
